Data Driven: How Formula 1 Uses AI to Accelerate Race-day Issue Resolution
For more content on how Formula 1 uses AI from AWS to accelerate race-day issue resolution, check out Troubleshooting Data at Top Speed.
Released on 11/14/2025
[intriguing music]
I've actually been watching Formula 1
since I was seven years old. [race cars zooming]
There's a lot going on in a Formula 1 race,
and it's not just happening on the track,
it's happening in the pit wall,
it's happening in the garage.
If you think about the time critical decisions,
in tenths of a second,
it's really an amazing feat of sporting excellence,
[race cars zooming]
but we can also augment human talent
with analytical systems, and that's where AWS
has really been trying to help Formula 1.
[helicopter blades whirring]
[soft intriguing music]
At Formula 1, we see ourself as a leader in technology,
constantly innovating to improve
as both sport and a business.
[race cars zooming]
With 24 races across five continents,
we need to identify and refine solutions very fast.
[Announcer] Through goes Hamilton.
Unbelievable stuff.
I mean, our DNA with F1 and AWS is very common.
You've got speed, innovation, and then data.
I mean, when I came to Amazon, I got super excited
because of the data.
[exciting music]
Every car has sensors and will make 1.1 million
telemetry data points per second per car.
I know it sounds kind of geeky,
but the data is what gives us the ability
to apply machine learning technology
and then to be able to drive insights.
Without that, no data, no AI.
All of those teams, all of those drivers,
they're all looking to us to provide
that massive telemetry and data piece
that feeds into our systems.
The circuit changes 24 times a year,
the weather conditions, the size of the track changes.
Now, we try and keep everything as stable as possible,
but there are always changes.
Changes means that there is the potential for errors
to be brought into the system,
and so we've got to resolve any issue
before cars go on track.
[intriguing music]
So, systems, you know, they fail.
Any given weekend, you can have a network outage
or a delay or a latency
that can affect the broadcast
or it can affect the telemetry that gets shown,
but troubleshooting them
can really be an arduous and tedious job.
What happens is, is when there is an issue,
we might have to have engineers
looking into those individual systems,
reviewing those log files individually
and tracing that problem back through,
so that these people are logging into
potentially hundreds of devices.
With that kind of complexity,
we found that it can take up to 15 engineering days
to be able to resolve a problem,
but what AI systems are really good at
is being able to consume vast amounts of data,
and so this is why we decided to build
the root cause analysis tool.
[exciting music]
The root cause analysis tool,
we refer to it as the RCA tool, is an AI
that integrates with over 500 data sources
across our infrastructure,
and it allows us to talk in a natural language
to all of those log files in real time.
It allows a single engineer
that maybe doesn't have a skillset within a particular area
to be able to do a root cause analysis
across the whole of our estate.
It took over three weeks in some cases
to be able to identify the source of problems.
Now with the RCA tool,
engineers can get answers within five to 10 seconds.
So it's a complete step change in the way,
you know, Formula 1 is now operating.
[cars whizzing by] [exciting music]
The engineering team absolutely love the RCA tool.
As opposed to looking at the past,
looking at the log files, and looking backwards,
we're spending much more time looking into the future.
[announcers speaking indistinctly]
because for us,
[Announcer] Around the outside.
[Chris] every second counts.
[race car zooming]
[Announcer] Good Lord, I can't believe he did that.
Sometimes, it's not about making
a huge sweeping change to Formula 1,
but about working to create marginal gains
that improve our output for the fans.
F1 is just pushing the boundaries of sport daily.
History of innovation, we love moving at speed,
we always say speed is a leadership choice.
And if you think of what they're doing,
pushing the limits when they're in those cars,
to the edge, completely to the edge,
that is why we're so excited about our relationship with F1.
[Announcer] I've never seen anything like it.
[indistinct] driving.
Enormous bravery. [race car engine revving]
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